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Quyashbek/whisper-small-karakalpak
whisper-small-karakalpak is a automatic speech recognition model from Quyashbek. Use it when you need speech turned into text. The card lists the license as apache-2.0.
This model is a fine-tuned version of openai/whisper-small for Automatic Speech Recognition (ASR) in the Karakalpak language.
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From the Hugging Face model README
This model is a fine-tuned version of openai/whisper-small for Automatic Speech Recognition (ASR) in the Karakalpak language.
Quyashbek Allanazarov
Evaluation was performed on a held-out test set.
| Metric | Score |
|---|---|
| WER (Word Error Rate) | 31.42% |
| CER (Character Error Rate) | 9.33% |
import torch
from transformers import WhisperForConditionalGeneration, WhisperProcessor
model_id = "your-username/whisper-small-karakalpak"
processor = WhisperProcessor.from_pretrained(model_id)
model = WhisperForConditionalGeneration.from_pretrained(model_id)
# inputs = processor(audio, sampling_rate=16000, return_tensors="pt")
# generated_ids = model.generate(inputs.input_features)
# transcription = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]